Latest Research in Computer Vision and Pattern Recognition

81 research papers · 2026 median publication year

Top Research Topics in Computer Vision and Pattern Recognition

Highest-Cited Papers

  1. Towards Faithful Sentimental Image Captioning via Evidence-Aware Multi-Agent Reasoning
  2. FORGE: Frame Orthogonality in Relevance Geometry for Long-Form Video Understanding
  3. MEDit-Bench: A Dataset for Evaluating Message-Driven Narrative Video Editing
  4. Compressed Video Aggregator: Content-driven Module for Efficient Micro-Video Recommendation
  5. MarineEVT: Advancing Event-Centric Marine Video Understanding via Visual Tool Reasoning
  6. TimePLE: Rethinking Temporal Representation for Video Temporal Grounding
  7. The Visual Bottleneck: Sparse-Frame Adaptation of MLLMs for Joint Spatial-Temporal Video Grounding
  8. LENS: Adaptive Spatio-Temporal Zooming for Keyframe Sampling in Long-Form Videos
  9. A comprehensive survey on feature representation for content based video retrieval
  10. Multi-Modal Scene Graph with Kolmogorov-Arnold Experts for Audio-Visual Question Answering
  11. WaveZip: Wavelet-Driven Space-Time Decoupling for Video Token Condensation
  12. Temporal modality reliability and uncertainty-aware alignment for text-video retrieval
  13. WindowQuant: Mixed-Precision KV Cache Quantization Based on Window-Level Similarity for VLMs Inference Optimization
  14. Cambrian-P: Pose-Grounded Video Understanding
  15. Memory-Augmented Multimodal Large Language Models for Small Object Understanding in Streaming Aerial Videos
  16. PercepCap: Video Captioner with Structured Spatio-Temporal Perception
  17. GeoTrace: Geometry-Aware Trajectory Token Compression for Video Large Language Models
  18. PCA: Persistence-Aware Compression and Aggregation for Fast Video Large Language Models
  19. Mitigating Modality and Language-Style Gaps for Zero-Shot Video Moment Retrieval
  20. ChronoStitch: Training-Free Composition of Visual KV Memories for Long-Horizon Temporal Reasoning
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2026 JUL Q4

Computer Vision and Pattern Recognition

81 papers

Top Topics (8)

Computer Vision and Pattern Recognition69
Multimodal Machine Learning Applications5
Video Analysis and Summarization2
Machine Learning1
Artificial Intelligence1
Audio and Speech Processing1
Multimedia1
Computation and Language1

Top Publications (20)

1.Towards Faithful Sentimental Image Captioning via Evidence-Aware Multi-Agent Reasoning2.FORGE: Frame Orthogonality in Relevance Geometry for Long-Form Video Understanding3.MEDit-Bench: A Dataset for Evaluating Message-Driven Narrative Video Editing4.Compressed Video Aggregator: Content-driven Module for Efficient Micro-Video Recommendation5.MarineEVT: Advancing Event-Centric Marine Video Understanding via Visual Tool Reasoning6.TimePLE: Rethinking Temporal Representation for Video Temporal Grounding7.The Visual Bottleneck: Sparse-Frame Adaptation of MLLMs for Joint Spatial-Temporal Video Grounding8.LENS: Adaptive Spatio-Temporal Zooming for Keyframe Sampling in Long-Form Videos9.A comprehensive survey on feature representation for content based video retrieval10.Multi-Modal Scene Graph with Kolmogorov-Arnold Experts for Audio-Visual Question Answering11.WaveZip: Wavelet-Driven Space-Time Decoupling for Video Token Condensation12.Temporal modality reliability and uncertainty-aware alignment for text-video retrieval13.WindowQuant: Mixed-Precision KV Cache Quantization Based on Window-Level Similarity for VLMs Inference Optimization14.Cambrian-P: Pose-Grounded Video Understanding15.Memory-Augmented Multimodal Large Language Models for Small Object Understanding in Streaming Aerial Videos16.PercepCap: Video Captioner with Structured Spatio-Temporal Perception17.GeoTrace: Geometry-Aware Trajectory Token Compression for Video Large Language Models18.PCA: Persistence-Aware Compression and Aggregation for Fast Video Large Language Models19.Mitigating Modality and Language-Style Gaps for Zero-Shot Video Moment Retrieval20.ChronoStitch: Training-Free Composition of Visual KV Memories for Long-Horizon Temporal Reasoning
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